Results
Contents
Results#
Data associated with the results presented here can be found at: https://github.com/courtois-neuromod/anat-processing/releases.
Brain#
This section presents results of brain MRI data. Below are quantitative T1 values computed using the MP2RAGE and the MTsat methods. These values are averaged within the gray matter and white matter masks.
Gray matter qMRI#
Code imports#
# Python imports
from IPython.display import clear_output
from pathlib import Path
import numpy as np
import pandas as pd
# Import custom tools
from tools.data import Data
from tools.plot import Plot
Download data#
data_type = 'brain'
release_version = 'latest'
dataset = Data(data_type)
dataset.download(release_version)
Load data and plot it#
dataset.load()
fig_gm = Plot(dataset, plot_name = 'new-fig-2')
fig_gm.title = 'Brain gray matter qMRI microstructure'
# If you're running this notebook in a Jupyter Notebook (eg, on MyBinder), change 'jupyter-book' to 'notebook'
fig_gm.display('jupyter-book', tissue = 'GM')
[[1.4885, 1.4651, 1.285, -100], [1.4674, 1.4598, 1.4625, 1.4542], [1.4929, 1.4977, -100, 1.4964], [1.315, 1.2597, 1.2551, -100], [1.4773, 1.4801, -100, -100], [-100, -100, -100, 1.3065]]
MP2RAGE
[[1.7582, 1.7805, 1.5235, -100], [1.8387, 1.7777, 1.6814, 1.6291], [1.7867, 1.83, -100, 1.7999], [1.4853, 1.3929, 1.4778, -100], [1.9455, 1.8808, -100, -100], [-100, -100, -100, 1.5384]]
MTS
[[45.3931, 45.6771, 38.2974, -100], [46.4224, 46.9693, 47.0274, 46.8317], [45.5349, 45.5003, -100, 46.3153], [40.8195, 39.712, 41.6998, -100], [46.8891, 46.6286, -100, -100], [-100, -100, -100, 40.6206]]
MTR
[[2.6791, 3.2149, 8.3607, -100], [2.1697, 2.4692, 4.4383, 3.8181], [1.9555, 1.9462, -100, 2.3336], [4.6358, 4.9702, 12.5801, -100], [2.2007, 2.1552, -100, -100], [-100, -100, -100, 8.5125]]
MTsat
[[1.4885, 1.4651, 1.285, -100], [1.4674, 1.4598, 1.4625, 1.4542], [1.4929, 1.4977, -100, 1.4964], [1.315, 1.2597, 1.2551, -100], [1.4773, 1.4801, -100, -100], [-100, -100, -100, 1.3065]]
[[1.7582, 1.7805, 1.5235, -100], [1.8387, 1.7777, 1.6814, 1.6291], [1.7867, 1.83, -100, 1.7999], [1.4853, 1.3929, 1.4778, -100], [1.9455, 1.8808, -100, -100], [-100, -100, -100, 1.5384]]
[[45.3931, 45.6771, 38.2974, -100], [46.4224, 46.9693, 47.0274, 46.8317], [45.5349, 45.5003, -100, 46.3153], [40.8195, 39.712, 41.6998, -100], [46.8891, 46.6286, -100, -100], [-100, -100, -100, 40.6206]]
[[2.6791, 3.2149, 8.3607, -100], [2.1697, 2.4692, 4.4383, 3.8181], [1.9555, 1.9462, -100, 2.3336], [4.6358, 4.9702, 12.5801, -100], [2.2007, 2.1552, -100, -100], [-100, -100, -100, 8.5125]]
[[ 1.4885 1.4651 1.285 -100. ]
[ 1.4674 1.4598 1.4625 1.4542]
[ 1.4929 1.4977 -100. 1.4964]
[ 1.315 1.2597 1.2551 -100. ]
[ 1.4773 1.4801 -100. -100. ]
[-100. -100. -100. 1.3065]
[ 1.7582 1.7805 1.5235 -100. ]
[ 1.8387 1.7777 1.6814 1.6291]
[ 1.7867 1.83 -100. 1.7999]
[ 1.4853 1.3929 1.4778 -100. ]
[ 1.9455 1.8808 -100. -100. ]
[-100. -100. -100. 1.5384]]
[[ 1.4885 1.4651 1.285 -100. ]
[ 1.4674 1.4598 1.4625 1.4542]
[ 1.4929 1.4977 -100. 1.4964]
[ 1.315 1.2597 1.2551 -100. ]
[ 1.4773 1.4801 -100. -100. ]
[-100. -100. -100. 1.3065]
[ 1.7582 1.7805 1.5235 -100. ]
[ 1.8387 1.7777 1.6814 1.6291]
[ 1.7867 1.83 -100. 1.7999]
[ 1.4853 1.3929 1.4778 -100. ]
[ 1.9455 1.8808 -100. -100. ]
[-100. -100. -100. 1.5384]]
[[45.3931, 45.6771, 38.2974, -100], [46.4224, 46.9693, 47.0274, 46.8317], [45.5349, 45.5003, -100, 46.3153], [40.8195, 39.712, 41.6998, -100], [46.8891, 46.6286, -100, -100], [-100, -100, -100, 40.6206]]
[[45.3931, 45.6771, 38.2974, -100], [46.4224, 46.9693, 47.0274, 46.8317], [45.5349, 45.5003, -100, 46.3153], [40.8195, 39.712, 41.6998, -100], [46.8891, 46.6286, -100, -100], [-100, -100, -100, 40.6206]]
[[2.6791, 3.2149, 8.3607, -100], [2.1697, 2.4692, 4.4383, 3.8181], [1.9555, 1.9462, -100, 2.3336], [4.6358, 4.9702, 12.5801, -100], [2.2007, 2.1552, -100, -100], [-100, -100, -100, 8.5125]]
[[2.6791, 3.2149, 8.3607, -100], [2.1697, 2.4692, 4.4383, 3.8181], [1.9555, 1.9462, -100, 2.3336], [4.6358, 4.9702, 12.5801, -100], [2.2007, 2.1552, -100, -100], [-100, -100, -100, 8.5125]]
[[ 1.4885 1.4651 1.285 -100. ]
[ 1.4674 1.4598 1.4625 1.4542]
[ 1.4929 1.4977 -100. 1.4964]
[ 1.315 1.2597 1.2551 -100. ]
[ 1.4773 1.4801 -100. -100. ]
[-100. -100. -100. 1.3065]
[ 1.7582 1.7805 1.5235 -100. ]
[ 1.8387 1.7777 1.6814 1.6291]
[ 1.7867 1.83 -100. 1.7999]
[ 1.4853 1.3929 1.4778 -100. ]
[ 1.9455 1.8808 -100. -100. ]
[-100. -100. -100. 1.5384]]
[[ 1.4885 1.4651 1.285 -100. ]
[ 1.4674 1.4598 1.4625 1.4542]
[ 1.4929 1.4977 -100. 1.4964]
[ 1.315 1.2597 1.2551 -100. ]
[ 1.4773 1.4801 -100. -100. ]
[-100. -100. -100. 1.3065]
[ 1.7582 1.7805 1.5235 -100. ]
[ 1.8387 1.7777 1.6814 1.6291]
[ 1.7867 1.83 -100. 1.7999]
[ 1.4853 1.3929 1.4778 -100. ]
[ 1.9455 1.8808 -100. -100. ]
[-100. -100. -100. 1.5384]]
White matter qMRI#
fig_wm = Plot(dataset, plot_name = 'new-fig-4')
fig_wm.title = 'Brain white matter qMRI microstructure'
# If you're running this notebook in a Jupyter Notebook (eg, on MyBinder), change 'jupyter-book' to 'notebook'
fig_wm.display('jupyter-book', tissue = 'WM')
[[0.94136, 0.9462, 1.0346, -100], [0.90359, 0.90871, 0.90185, 0.90232], [0.88612, 0.88218, -100, 0.88721], [0.97833, 0.9795, 0.968, -100], [0.91238, 0.90486, -100, -100], [-100, -100, -100, 0.96392]]
MP2RAGE
[[1.0207, 1.0348, 1.0475, -100], [1.021, 1.0044, 0.99252, 0.96173], [0.97915, 0.9999, -100, 1.036], [1.0128, 0.96615, 1.028, -100], [1.0388, 1.0421, -100, -100], [-100, -100, -100, 1.0122]]
MTS
[[54.0544, 54.1103, 53.2875, -100], [54.2992, 54.1307, 54.2658, 54.3671], [54.5125, 54.7791, -100, 55.1095], [53.5777, 53.4147, 54.3775, -100], [54.8262, 54.5027, -100, -100], [-100, -100, -100, 53.0978]]
MTR
[[5.0026, 4.7489, 8.4598, -100], [4.3271, 4.3393, 4.5628, 5.1863], [4.4926, 4.3475, -100, 4.4228], [5.9779, 5.9091, 6.6724, -100], [5.1489, 4.3173, -100, -100], [-100, -100, -100, 8.5528]]
MTsat
[[0.94136, 0.9462, 1.0346, -100], [0.90359, 0.90871, 0.90185, 0.90232], [0.88612, 0.88218, -100, 0.88721], [0.97833, 0.9795, 0.968, -100], [0.91238, 0.90486, -100, -100], [-100, -100, -100, 0.96392]]
[[1.0207, 1.0348, 1.0475, -100], [1.021, 1.0044, 0.99252, 0.96173], [0.97915, 0.9999, -100, 1.036], [1.0128, 0.96615, 1.028, -100], [1.0388, 1.0421, -100, -100], [-100, -100, -100, 1.0122]]
[[54.0544, 54.1103, 53.2875, -100], [54.2992, 54.1307, 54.2658, 54.3671], [54.5125, 54.7791, -100, 55.1095], [53.5777, 53.4147, 54.3775, -100], [54.8262, 54.5027, -100, -100], [-100, -100, -100, 53.0978]]
[[5.0026, 4.7489, 8.4598, -100], [4.3271, 4.3393, 4.5628, 5.1863], [4.4926, 4.3475, -100, 4.4228], [5.9779, 5.9091, 6.6724, -100], [5.1489, 4.3173, -100, -100], [-100, -100, -100, 8.5528]]
[[ 0.94136 0.9462 1.0346 -100. ]
[ 0.90359 0.90871 0.90185 0.90232]
[ 0.88612 0.88218 -100. 0.88721]
[ 0.97833 0.9795 0.968 -100. ]
[ 0.91238 0.90486 -100. -100. ]
[-100. -100. -100. 0.96392]
[ 1.0207 1.0348 1.0475 -100. ]
[ 1.021 1.0044 0.99252 0.96173]
[ 0.97915 0.9999 -100. 1.036 ]
[ 1.0128 0.96615 1.028 -100. ]
[ 1.0388 1.0421 -100. -100. ]
[-100. -100. -100. 1.0122 ]]
[[ 0.94136 0.9462 1.0346 -100. ]
[ 0.90359 0.90871 0.90185 0.90232]
[ 0.88612 0.88218 -100. 0.88721]
[ 0.97833 0.9795 0.968 -100. ]
[ 0.91238 0.90486 -100. -100. ]
[-100. -100. -100. 0.96392]
[ 1.0207 1.0348 1.0475 -100. ]
[ 1.021 1.0044 0.99252 0.96173]
[ 0.97915 0.9999 -100. 1.036 ]
[ 1.0128 0.96615 1.028 -100. ]
[ 1.0388 1.0421 -100. -100. ]
[-100. -100. -100. 1.0122 ]]
[[54.0544, 54.1103, 53.2875, -100], [54.2992, 54.1307, 54.2658, 54.3671], [54.5125, 54.7791, -100, 55.1095], [53.5777, 53.4147, 54.3775, -100], [54.8262, 54.5027, -100, -100], [-100, -100, -100, 53.0978]]
[[54.0544, 54.1103, 53.2875, -100], [54.2992, 54.1307, 54.2658, 54.3671], [54.5125, 54.7791, -100, 55.1095], [53.5777, 53.4147, 54.3775, -100], [54.8262, 54.5027, -100, -100], [-100, -100, -100, 53.0978]]
[[5.0026, 4.7489, 8.4598, -100], [4.3271, 4.3393, 4.5628, 5.1863], [4.4926, 4.3475, -100, 4.4228], [5.9779, 5.9091, 6.6724, -100], [5.1489, 4.3173, -100, -100], [-100, -100, -100, 8.5528]]
[[5.0026, 4.7489, 8.4598, -100], [4.3271, 4.3393, 4.5628, 5.1863], [4.4926, 4.3475, -100, 4.4228], [5.9779, 5.9091, 6.6724, -100], [5.1489, 4.3173, -100, -100], [-100, -100, -100, 8.5528]]
[[ 0.94136 0.9462 1.0346 -100. ]
[ 0.90359 0.90871 0.90185 0.90232]
[ 0.88612 0.88218 -100. 0.88721]
[ 0.97833 0.9795 0.968 -100. ]
[ 0.91238 0.90486 -100. -100. ]
[-100. -100. -100. 0.96392]
[ 1.0207 1.0348 1.0475 -100. ]
[ 1.021 1.0044 0.99252 0.96173]
[ 0.97915 0.9999 -100. 1.036 ]
[ 1.0128 0.96615 1.028 -100. ]
[ 1.0388 1.0421 -100. -100. ]
[-100. -100. -100. 1.0122 ]]
[[ 0.94136 0.9462 1.0346 -100. ]
[ 0.90359 0.90871 0.90185 0.90232]
[ 0.88612 0.88218 -100. 0.88721]
[ 0.97833 0.9795 0.968 -100. ]
[ 0.91238 0.90486 -100. -100. ]
[-100. -100. -100. 0.96392]
[ 1.0207 1.0348 1.0475 -100. ]
[ 1.021 1.0044 0.99252 0.96173]
[ 0.97915 0.9999 -100. 1.036 ]
[ 1.0128 0.96615 1.028 -100. ]
[ 1.0388 1.0421 -100. -100. ]
[-100. -100. -100. 1.0122 ]]
Spinal cord#
Spinal cord cross-sectional area#
Download data#
data_type = 'spine'
release_version = 'latest'
dataset = Data(data_type)
dataset.download(release_version)
Load data plot it#
dataset.load()
fig_spine = Plot(dataset, plot_name = 'new-fig')
fig_spine.title = 'Spinal cord CSA [T<sub>1</sub>w/T<sub>2</sub>w]'
# If you're running this notebook in a Jupyter Notebook (eg, on MyBinder), change 'jupyter-book' to 'notebook'
fig_spine.display('jupyter-book', tissue = 'WM')
[[67.68043139343541, 67.51192950187651, 64.10906141748492, -100], [66.45528870474881, 73.68810861718586, 73.90549406140528, 69.40567255226951], [59.92768078307679, 60.228813886890336, 60.62168402306773, 59.91566547643056], [-100, 59.71785704128032, 61.9692210118123, -100], [53.01001344464832, 64.7179719462451, -100, -100], [62.953113761654, 64.82356608772385, 62.99080203229852, 63.92581015491735]]
[[80.31287669419582, 80.7684228622334, 80.77416179502649, -100], [92.72412473358578, 94.58771243953994, 92.66689980123054, 93.57146821082088], [73.61777268131331, 72.98017043131877, 70.59364812603286, 71.2682278628924], [-100, 74.7323749938961, 75.00564528070014, -100], [70.77995321551784, 74.85780653908817, -100, -100], [72.95826654799964, 73.12988138337275, 73.89480466120321, 72.12924398136843]]
[[7.907950710951821, 7.843773703968845, 7.631687563651485, -100], [7.129077482842031, 7.810909329377152, 7.638262398298541, 7.281050825550765], [7.548970304998321, 7.289425820272084, 7.247625600797361, 7.260624668805574], [-100, 6.888135342166283, 7.154947720361157, -100], [6.160486531216797, 7.214461332923804, -100, -100], [6.9764697490594285, 8.490406614178003, 6.948269241835464, 6.947796748890014]]
[[8.588306094862464, 8.582343691515673, 8.59951772651972, -100], [8.778401001405253, 8.850984184640001, 8.678719730381427, 8.82272455460417], [8.049736168344822, 7.97524740913002, 7.964590642340806, 8.037643135115415], [-100, 7.884773416702429, 7.95820728195736, -100], [7.452694732402675, 7.768883514962651, -100, -100], [7.565961173939572, 7.522650763063116, 7.569823513645105, 7.458338068065783]]
[[10.843163978642025, 10.874612368804629, 10.640776068173537, -100], [11.992442659094293, 12.065046487001773, 12.371407759118163, 12.227376084450857], [10.086060382315525, 10.48696693008013, 10.63286922157809, 10.44556244714515], [-100, 10.99912755279636, 10.956738998211137, -100], [10.9652750623018, 11.448593985144951, -100, -100], [11.51311336799651, 9.50311253291029, 11.50666070966459, 11.72760399036461]]
[[11.899994066574813, 11.935064110735278, 11.942164559607434, -100], [13.469830989154392, 13.618790091744144, 13.567127631981656, 13.510144283287582], [11.618506415709447, 11.66900621016246, 11.24624373129029, 11.275181029280414], [-100, 12.063074043369465, 11.967497282819402, -100], [12.19036818126348, 12.4019702605711, -100, -100], [12.298751781746718, 12.384760953392885, 12.44979374309126, 12.327044809492431]]
[[-4.254821566319245, -6.577358093753865, -4.670982803353963, -100], [0.0958291914789581, -0.0683220814153947, -0.6915323825239118, -0.7490075844343679], [-0.7786169618659662, -1.464265417872741, -0.0094776277273878, -2.222570167476504], [-100, 2.572137883831496, 6.989457951802857, -100], [-1.7908240068464327, -3.0346801596491813, -100, -100], [-0.6462460004756462, 13.11346638058934, -2.3383486281915142, -1.1325263581337364]]
[[-3.958454322934591, -5.074402801870328, -3.76006797019974, -100], [-0.5335915782748561, -0.8551573134169094, -0.5962556423462212, -1.3103819488313022], [-0.1765591140429531, -0.1690887168825523, -0.9913636312482512, 0.1498274918613771], [-100, -0.0570756403278655, 4.142685856847653, -100], [-1.899860201989412, -2.745917236367505, -100, -100], [-0.2300002150227979, -0.9599232843254364, 0.5471777663632511, -2.1454139832601533]]
[[67.68043139343541, 67.51192950187651, 64.10906141748492, -100], [66.45528870474881, 73.68810861718586, 73.90549406140528, 69.40567255226951], [59.92768078307679, 60.228813886890336, 60.62168402306773, 59.91566547643056], [-100, 59.71785704128032, 61.9692210118123, -100], [53.01001344464832, 64.7179719462451, -100, -100], [62.953113761654, 64.82356608772385, 62.99080203229852, 63.92581015491735]]
[[80.31287669419582, 80.7684228622334, 80.77416179502649, -100], [92.72412473358578, 94.58771243953994, 92.66689980123054, 93.57146821082088], [73.61777268131331, 72.98017043131877, 70.59364812603286, 71.2682278628924], [-100, 74.7323749938961, 75.00564528070014, -100], [70.77995321551784, 74.85780653908817, -100, -100], [72.95826654799964, 73.12988138337275, 73.89480466120321, 72.12924398136843]]
[[7.907950710951821, 7.843773703968845, 7.631687563651485, -100], [7.129077482842031, 7.810909329377152, 7.638262398298541, 7.281050825550765], [7.548970304998321, 7.289425820272084, 7.247625600797361, 7.260624668805574], [-100, 6.888135342166283, 7.154947720361157, -100], [6.160486531216797, 7.214461332923804, -100, -100], [6.9764697490594285, 8.490406614178003, 6.948269241835464, 6.947796748890014]]
[[8.588306094862464, 8.582343691515673, 8.59951772651972, -100], [8.778401001405253, 8.850984184640001, 8.678719730381427, 8.82272455460417], [8.049736168344822, 7.97524740913002, 7.964590642340806, 8.037643135115415], [-100, 7.884773416702429, 7.95820728195736, -100], [7.452694732402675, 7.768883514962651, -100, -100], [7.565961173939572, 7.522650763063116, 7.569823513645105, 7.458338068065783]]
[[10.843163978642025, 10.874612368804629, 10.640776068173537, -100], [11.992442659094293, 12.065046487001773, 12.371407759118163, 12.227376084450857], [10.086060382315525, 10.48696693008013, 10.63286922157809, 10.44556244714515], [-100, 10.99912755279636, 10.956738998211137, -100], [10.9652750623018, 11.448593985144951, -100, -100], [11.51311336799651, 9.50311253291029, 11.50666070966459, 11.72760399036461]]
[[11.899994066574813, 11.935064110735278, 11.942164559607434, -100], [13.469830989154392, 13.618790091744144, 13.567127631981656, 13.510144283287582], [11.618506415709447, 11.66900621016246, 11.24624373129029, 11.275181029280414], [-100, 12.063074043369465, 11.967497282819402, -100], [12.19036818126348, 12.4019702605711, -100, -100], [12.298751781746718, 12.384760953392885, 12.44979374309126, 12.327044809492431]]
[[-4.254821566319245, -6.577358093753865, -4.670982803353963, -100], [0.0958291914789581, -0.0683220814153947, -0.6915323825239118, -0.7490075844343679], [-0.7786169618659662, -1.464265417872741, -0.0094776277273878, -2.222570167476504], [-100, 2.572137883831496, 6.989457951802857, -100], [-1.7908240068464327, -3.0346801596491813, -100, -100], [-0.6462460004756462, 13.11346638058934, -2.3383486281915142, -1.1325263581337364]]
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